Schedule
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EventDateDescriptionCourse Material
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Lecture09/04/2023
MondayCancelled due to TyphoonSuggested Readings:
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Lecture09/11/2023
MondaySuggested Readings:
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Assignment09/11/2023
MondayAssignment #1 released! -
Lecture09/18/2023
MondayStatistical Learning[Slides]Suggested Readings:
- Lab
- ISLP Chapter 2
- ESL Chapter 2
- Foundations of Data Science Chapter 2
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Assignment09/18/2023
MondayAssignment #2 released! -
Lecture09/25/2023
MondayRegression[Slides]Suggested Readings:
- Lab
- ISLR Chapter 3
- ESL Chapter 3.1~3.3
- PSDS Chapter 4 and Chapter 3
- Ch4 in seeing theory/Ch5 in OpenIntro Statistics/p-value and hypothesis testing in statquest/04-05 in 統計學
- Recorded video
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Due09/25/2023 09:00
MondayAssignment #1 due -
Due09/25/2023 09:00
MondayAssignment #2 due -
Assignment09/26/2023
TuesdayAssignment #3 released! -
Lecture10/02/2023
MondayClassification[Slides]Suggested Readings:
- Lab
- ISLR Chapter 4
- ESL Chapter 4
- PSDS Chapter 5 and Chapter 2
- Ch3 and ch5 in seeing theory/Distribution and Bayes theorem in statquest/3Blue1Brown
- Recorded video
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Due10/02/2023 09:00
MondayAssignment #3 due -
Assignment10/03/2023
TuesdayAssignment #4 released! -
Lecture10/16/2023
MondayResampling Methods[Slides]Suggested Readings:
- Lab
- ISLR Chapter 5
- ESL Chapter 7.10~7.11
- PSDS Chapter 3
- Recorded video
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Due10/16/2023 09:00
MondayAssignment #4 due -
Assignment10/16/2023
MondayAssignment #5 released! -
Lecture10/23/2023
MondayLinear model selection and regularization[Slides]Suggested Readings:
- Lab
- ISLR Chapter 6
- ESL Chapter 7.1-7.7, Chapter3.3-3.4
- PSDS Chapter 4
- [Midterm 2022]
- [Midterm 2021]
- [Midterm 2020 (courtesy of professor Mei-Hui Guo)]
- [Midterm 2019 (courtesy of professor Mei-Hui Guo)]
- [Midterm 2018 (courtesy of professor Mei-Hui Guo)]
- Recorded video
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Due10/23/2023 09:00
MondayAssignment #5 due -
Assignment10/23/2023
MondayAssignment #6 released! -
Lecture10/30/2023
MondayLinear model selection and regularization and reviewSuggested Readings:
- https://hackmd.io/@phonchi/Recap
- ISLR Chapter 6
- ESL Chapter 7.1-7.7, Chapter 3.5-3.9
- PSDS Chapter 4
- Recorded video
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Due10/30/2023 09:00
MondayAssignment #6 due -
Exam11/06/2023 09:10
MondayMidterm[Notice] -
Lecture11/13/2023
MondayMoving Beyond Linearity[Slides]Suggested Readings:
- Lab
- ISLR Chapter 7
- ESL Chapter 5~6.1 and 9.1
- PSDS Chapter 4
- Recorded video
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Assignment11/14/2023
TuesdayAssignment #7 released! -
Lecture11/20/2023
MondayTree-Based methods[Slides]Suggested Readings:
- Lab
- ISLR Chapter 8
- ESL Chapter 9
- PSDS Chapter 6
- Recorded video
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Due11/20/2023 09:00
MondayAssignment #7 due -
Lecture11/27/2023
MondayTree-Based methodsSuggested Readings:
- ISLR Chapter 8
- ESL Chapter 8,9,10,15,16
- PSDS Chapter 6
- XGBoost from statquest
- Recorded video
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Assignment11/27/2023
MondayAssignment #8 released! -
Lecture12/04/2023
MondaySupport_Vector_Machines/Teaching Evaluation Survey and evaluation questionnaire for learning outcomes[Slides]Suggested Readings:
- Lab
- ISLR Chapter 9
- ESL Chapter 6,12
- [Machine Learning Techniques]
- Recorded video
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Due12/04/2023 09:00
MondayAssignment #8 due -
Assignment12/04/2023
MondayAssignment #9 released! -
Lecture12/11/2023
MondayUnsupervised_learning[Slides]Suggested Readings:
- Lab
- ISLR Chapter 12
- ESL Chapter 13,14
- Recorded video
- Recorded video 2
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Due12/11/2023 09:00
MondayAssignment #9 due -
Assignment12/14/2023
ThursdayAssignment #10 released! -
Lecture12/18/2023
MondayFinal Project PresentationNotice:
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Lecture12/25/2023
MondayFinal Project Presentation -
Due12/29/2023 23:59
FridayAssignment #10 due
